Raw Data Analysis

Dataset statistics

Number of variables	31
Number of observations	188815
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	514
Duplicate rows (%)	0.3%
Total size in memory	44.7 MiB
Average record size in memory	248.0 B

Variable types

Numeric	30
Categorical	1

Alerts

Dataset has 514 (0.3%) duplicate rows	Duplicates
`V2` is highly overall correlated with `Amount`	High correlation
`V10` is highly overall correlated with `Class`	High correlation
`V11` is highly overall correlated with `Class`	High correlation
`V12` is highly overall correlated with `Class`	High correlation
`V14` is highly overall correlated with `Class`	High correlation
`V16` is highly overall correlated with `Class`	High correlation
`V17` is highly overall correlated with `Class`	High correlation
`V18` is highly overall correlated with `Class`	High correlation
`V21` is highly overall correlated with `V22`	High correlation
`V22` is highly overall correlated with `V21`	High correlation
`Amount` is highly overall correlated with `V2`	High correlation
`Class` is highly overall correlated with `V10` and 6 other fields	High correlation
`Class` is highly imbalanced (98.0%)	Imbalance

Reproduction

Analysis started	2024-03-05 09:01:11.381342
Analysis finished	2024-03-05 09:04:35.076189
Duration	3 minutes and 23.69 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

Time
Real number (ℝ)

Distinct	85593
Distinct (%)	45.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67090.746

Minimum	0
Maximum	128142
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	13922.4
Q1	43131.5
median	64871
Q3	84423
95-th percentile	124046.3
Maximum	128142
Range	128142
Interquartile range (IQR)	41291.5

Descriptive statistics

Standard deviation	32315.65
Coefficient of variation (CV)	0.48167074
Kurtosis	-0.62279434
Mean	67090.746
Median Absolute Deviation (MAD)	20808
Skewness	0.21706661
Sum	1.2667739 × 10¹⁰
Variance	1.0443012 × 10⁹
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64947	26	< 0.1%
68780	25	< 0.1%
3767	21	< 0.1%
3770	20	< 0.1%
3750	19	< 0.1%
19912	19	< 0.1%
73885	17	< 0.1%
3749	17	< 0.1%
3766	17	< 0.1%
39897	17	< 0.1%
Other values (85583)	188617	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	2	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
10	3	< 0.1%
11	1	< 0.1%
12	3	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
128142	2	< 0.1%
128141	3	< 0.1%
128140	2	< 0.1%
128139	3	< 0.1%
128138	5	< 0.1%
128136	3	< 0.1%
128135	3	< 0.1%
128133	2	< 0.1%
128132	1	< 0.1%
128131	2	< 0.1%

V1
Real number (ℝ)

Distinct	183240
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.12538944

Minimum	-56.40751
Maximum	2.4392075
Zeros	0
Zeros (%)	0.0%
Negative	96915
Negative (%)	51.3%
Memory size	1.4 MiB

Quantile statistics

Minimum	-56.40751
5-th percentile	-2.9301845
Q1	-0.96915627
median	-0.11877575
Q3	1.2028759
95-th percentile	2.0038579
Maximum	2.4392075
Range	58.846717
Interquartile range (IQR)	2.1720322

Descriptive statistics

Standard deviation	1.880943
Coefficient of variation (CV)	-15.000808
Kurtosis	33.040306
Mean	-0.12538944
Median Absolute Deviation (MAD)	1.2333729
Skewness	-3.3900651
Sum	-23675.408
Variance	3.5379464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.245673819	77	< 0.1%
2.055797006	76	< 0.1%
1.302377965	60	< 0.1%
1.332849312	45	< 0.1%
1.01841182	40	< 0.1%
1.335053154	39	< 0.1%
1.315404172	36	< 0.1%
-0.30252069	36	< 0.1%
0.898614275	28	< 0.1%
1.311258486	27	< 0.1%
Other values (183230)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-56.40750963	1	< 0.1%
-36.80231991	1	< 0.1%
-36.51058317	1	< 0.1%
-35.55725309	1	< 0.1%
-35.27401023	1	< 0.1%
-34.59121347	1	< 0.1%
-34.54929609	1	< 0.1%
-34.14823365	1	< 0.1%
-33.40408161	1	< 0.1%
-33.01717443	1	< 0.1%

Value	Count	Frequency (%)
2.439207481	1	< 0.1%
2.430506781	1	< 0.1%
2.422507732	1	< 0.1%
2.411498619	1	< 0.1%
2.401777186	1	< 0.1%
2.399432986	1	< 0.1%
2.399240655	1	< 0.1%
2.395140979	1	< 0.1%
2.393674769	1	< 0.1%
2.390738137	1	< 0.1%

V2
Real number (ℝ)

HIGH CORRELATION

Distinct	183241
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.013409414

Minimum	-72.715728
Maximum	22.057729
Zeros	0
Zeros (%)	0.0%
Negative	86857
Negative (%)	46.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	-72.715728
5-th percentile	-1.9441965
Q1	-0.5696816
median	0.087809897
Q3	0.78796415
95-th percentile	1.7797986
Maximum	22.057729
Range	94.773457
Interquartile range (IQR)	1.3576457

Descriptive statistics

Standard deviation	1.6181817
Coefficient of variation (CV)	120.67504
Kurtosis	103.64022
Mean	0.013409414
Median Absolute Deviation (MAD)	0.67896033
Skewness	-4.5006302
Sum	2531.8986
Variance	2.618512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.16697502	77	< 0.1%
-0.326667773	76	< 0.1%
-0.606529308	60	< 0.1%
0.389198249	45	< 0.1%
1.036663009	40	< 0.1%
0.331464026	39	< 0.1%
0.447473606	36	< 0.1%
-0.033577086	36	< 0.1%
0.033896193	28	< 0.1%
0.07502777	27	< 0.1%
Other values (183231)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-72.71572756	1	< 0.1%
-63.34469832	1	< 0.1%
-60.46461766	1	< 0.1%
-44.63924472	1	< 0.1%
-42.17268752	1	< 0.1%
-40.97885223	1	< 0.1%
-40.93804844	1	< 0.1%
-39.81831012	1	< 0.1%
-38.69433762	1	< 0.1%
-38.43681729	1	< 0.1%

Value	Count	Frequency (%)
22.05772899	1	< 0.1%
21.46720299	1	< 0.1%
19.16723901	1	< 0.1%
18.90245284	1	< 0.1%
18.18362646	1	< 0.1%
17.93055045	1	< 0.1%
17.41864877	1	< 0.1%
16.71338924	1	< 0.1%
16.69783169	1	< 0.1%
16.4974719	4	< 0.1%

V3
Real number (ℝ)

Distinct	183239
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.37901124

Minimum	-33.680984
Maximum	9.3825584
Zeros	0
Zeros (%)	0.0%
Negative	58548
Negative (%)	31.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	-33.680984
5-th percentile	-1.8979087
Q1	-0.23899756
median	0.53950941
Q3	1.2511498
95-th percentile	2.2105346
Maximum	9.3825584
Range	43.063542
Interquartile range (IQR)	1.4901473

Descriptive statistics

Standard deviation	1.4296952
Coefficient of variation (CV)	3.772171
Kurtosis	43.352806
Mean	0.37901124
Median Absolute Deviation (MAD)	0.73709215
Skewness	-3.4049309
Sum	71563.008
Variance	2.0440284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.488305743	77	< 0.1%
-2.752040956	76	< 0.1%
-0.681986193	60	< 0.1%
-2.165596605	45	< 0.1%
-1.689813707	40	< 0.1%
-2.057762777	39	< 0.1%
-0.495757488	36	< 0.1%
-1.089984306	36	< 0.1%
-0.083297005	28	< 0.1%
-1.292832404	27	< 0.1%
Other values (183229)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-33.68098402	1	< 0.1%
-32.96534576	1	< 0.1%
-32.45419819	1	< 0.1%
-31.81358595	1	< 0.1%
-31.10368482	1	< 0.1%
-30.55869682	1	< 0.1%
-30.17731746	4	< 0.1%
-30.01371249	1	< 0.1%
-29.46873209	1	< 0.1%
-28.92375595	1	< 0.1%

Value	Count	Frequency (%)
9.382558433	1	< 0.1%
4.22610848	1	< 0.1%
4.187810599	1	< 0.1%
4.101716178	1	< 0.1%
4.079167812	1	< 0.1%
4.069864781	1	< 0.1%
4.040465001	1	< 0.1%
4.029428319	1	< 0.1%
4.017561418	1	< 0.1%
3.985446047	1	< 0.1%

V4
Real number (ℝ)

Distinct	183237
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.087903494

Minimum	-5.6831712
Maximum	16.875344
Zeros	0
Zeros (%)	0.0%
Negative	88671
Negative (%)	47.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	-5.6831712
5-th percentile	-2.12507
Q1	-0.77846641
median	0.090379927
Q3	0.90462164
95-th percentile	2.5206276
Maximum	16.875344
Range	22.558515
Interquartile range (IQR)	1.683088

Descriptive statistics

Standard deviation	1.3909554
Coefficient of variation (CV)	15.823664
Kurtosis	2.514859
Mean	0.087903494
Median Absolute Deviation (MAD)	0.84365926
Skewness	0.51174669
Sum	16597.498
Variance	1.9347568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.635321921	77	< 0.1%
-0.842316033	76	< 0.1%
-1.904603396	60	< 0.1%
-0.306872624	45	< 0.1%
1.315475833	40	< 0.1%
-0.346175355	39	< 0.1%
-3.214799282	36	< 0.1%
-0.557087388	36	< 0.1%
1.256326169	28	< 0.1%
-0.483154333	27	< 0.1%
Other values (183227)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.683171198	1	< 0.1%
-5.600607141	1	< 0.1%
-5.519697123	1	< 0.1%
-5.416315392	1	< 0.1%
-5.40167758	1	< 0.1%
-5.26306793	1	< 0.1%
-5.175916507	1	< 0.1%
-5.172594539	1	< 0.1%
-4.934327998	1	< 0.1%
-4.897346582	1	< 0.1%

Value	Count	Frequency (%)
16.87534403	1	< 0.1%
16.71553737	1	< 0.1%
16.49121717	1	< 0.1%
13.1436681	1	< 0.1%
12.69954199	1	< 0.1%
12.11467184	1	< 0.1%
11.92751187	1	< 0.1%
11.90616991	1	< 0.1%
11.88531289	1	< 0.1%
11.86486808	1	< 0.1%

V5
Real number (ℝ)

Distinct	183239
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.1344901

Minimum	-42.147898
Maximum	34.801666
Zeros	0
Zeros (%)	0.0%
Negative	110560
Negative (%)	58.6%
Memory size	1.4 MiB

Quantile statistics

Minimum	-42.147898
5-th percentile	-1.7774453
Q1	-0.79998016
median	-0.18991495
Q3	0.43344333
95-th percentile	1.9873606
Maximum	34.801666
Range	76.949564
Interquartile range (IQR)	1.2334235

Descriptive statistics

Standard deviation	1.3566876
Coefficient of variation (CV)	-10.087639
Kurtosis	48.535714
Mean	-0.1344901
Median Absolute Deviation (MAD)	0.6163773
Skewness	-0.61700202
Sum	-25393.748
Variance	1.8406013
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.562776681	77	< 0.1%
2.46307226	76	< 0.1%
1.326623107	60	< 0.1%
2.641351251	45	< 0.1%
1.698436056	40	< 0.1%
2.583233822	39	< 0.1%
2.705041053	36	< 0.1%
2.0299312	36	< 0.1%
0.554091348	28	< 0.1%
2.139256911	27	< 0.1%
Other values (183229)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-42.14789837	1	< 0.1%
-32.092129	1	< 0.1%
-31.3567501	1	< 0.1%
-28.81557695	1	< 0.1%
-27.75296366	1	< 0.1%
-25.79113233	1	< 0.1%
-25.77280025	1	< 0.1%
-25.0258199	1	< 0.1%
-23.66972569	1	< 0.1%
-23.6118649	1	< 0.1%

Value	Count	Frequency (%)
34.80166588	1	< 0.1%
34.09930934	1	< 0.1%
32.9114617	1	< 0.1%
31.45704605	1	< 0.1%
28.76267129	1	< 0.1%
24.65596469	1	< 0.1%
24.36353177	1	< 0.1%
23.58980353	1	< 0.1%
23.04624151	1	< 0.1%
20.89923793	1	< 0.1%

V6
Real number (ℝ)

Distinct	183237
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.051654937

Minimum	-26.160506
Maximum	22.529298
Zeros	0
Zeros (%)	0.0%
Negative	112702
Negative (%)	59.7%
Memory size	1.4 MiB

Quantile statistics

Minimum	-26.160506
5-th percentile	-1.3304297
Q1	-0.70295009
median	-0.21294911
Q3	0.44649642
95-th percentile	3.1815639
Maximum	22.529298
Range	48.689804
Interquartile range (IQR)	1.1494465

Descriptive statistics

Standard deviation	1.306851
Coefficient of variation (CV)	25.299635
Kurtosis	11.038185
Mean	0.051654937
Median Absolute Deviation (MAD)	0.55087965
Skewness	1.2395634
Sum	9753.2269
Variance	1.7078596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.011072616	77	< 0.1%
3.173856423	76	< 0.1%
3.436312447	60	< 0.1%
2.808083764	45	< 0.1%
0.528806549	40	< 0.1%
2.854101997	39	< 0.1%
3.268129626	36	< 0.1%
2.762439585	36	< 0.1%
0.702342333	28	< 0.1%
3.181563924	27	< 0.1%
Other values (183227)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26.16050594	1	< 0.1%
-23.49671393	1	< 0.1%
-21.92931229	1	< 0.1%
-21.24875162	1	< 0.1%
-19.99634854	1	< 0.1%
-17.57483526	1	< 0.1%
-17.11859179	1	< 0.1%
-16.6715885	1	< 0.1%
-16.10717824	1	< 0.1%
-16.0572549	1	< 0.1%

Value	Count	Frequency (%)
22.52929847	1	< 0.1%
21.39306876	1	< 0.1%
21.1901941	1	< 0.1%
20.37952437	1	< 0.1%
18.07203126	1	< 0.1%
16.6140541	1	< 0.1%
16.4932271	1	< 0.1%
16.35553416	1	< 0.1%
16.24619692	1	< 0.1%
15.56882284	1	< 0.1%

V7
Real number (ℝ)

Distinct	183237
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.061569057

Minimum	-43.557242
Maximum	36.677268
Zeros	0
Zeros (%)	0.0%
Negative	96514
Negative (%)	51.1%
Memory size	1.4 MiB

Quantile statistics

Minimum	-43.557242
5-th percentile	-1.4114032
Q1	-0.58059236
median	-0.018608308
Q3	0.48620875
95-th percentile	1.2896989
Maximum	36.677268
Range	80.23451
Interquartile range (IQR)	1.0668011

Descriptive statistics

Standard deviation	1.2133882
Coefficient of variation (CV)	-19.70776
Kurtosis	107.55492
Mean	-0.061569057
Median Absolute Deviation (MAD)	0.53440047
Skewness	-1.9638908
Sum	-11625.161
Variance	1.4723109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.014952661	77	< 0.1%
-0.432125924	76	< 0.1%
-1.145126827	60	< 0.1%
-0.171626636	45	< 0.1%
0.331714502	40	< 0.1%
-0.187547337	39	< 0.1%
-0.534993827	36	< 0.1%
0.593846555	36	< 0.1%
0.155668232	28	< 0.1%
-0.505045118	27	< 0.1%
Other values (183227)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-43.55724157	1	< 0.1%
-41.50679608	1	< 0.1%
-37.06031146	1	< 0.1%
-33.23932817	1	< 0.1%
-31.76494649	1	< 0.1%
-31.19732855	4	< 0.1%
-28.21511205	1	< 0.1%
-28.01129291	1	< 0.1%
-26.54814377	1	< 0.1%
-24.41948294	1	< 0.1%

Value	Count	Frequency (%)
36.67726795	1	< 0.1%
34.30317686	1	< 0.1%
29.20586818	1	< 0.1%
28.50406537	1	< 0.1%
28.06982214	1	< 0.1%
26.24971724	1	< 0.1%
25.23519499	1	< 0.1%
24.95658734	1	< 0.1%
24.66452651	1	< 0.1%
24.42271565	1	< 0.1%

V8
Real number (ℝ)

Distinct	183228
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.022488872

Minimum	-73.216718
Maximum	20.007208
Zeros	0
Zeros (%)	0.0%
Negative	84097
Negative (%)	44.5%
Memory size	1.4 MiB

Quantile statistics

Minimum	-73.216718
5-th percentile	-0.82194611
Q1	-0.17477464
median	0.04762437
Q3	0.34226895
95-th percentile	1.0429241
Maximum	20.007208
Range	93.223927
Interquartile range (IQR)	0.51704358

Descriptive statistics

Standard deviation	1.2146185
Coefficient of variation (CV)	54.009757
Kurtosis	258.39201
Mean	0.022488872
Median Absolute Deviation (MAD)	0.24996974
Skewness	-9.1686438
Sum	4246.2363
Variance	1.4752981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.160210863	77	< 0.1%
0.727706201	76	< 0.1%
0.959147262	60	< 0.1%
0.683351734	45	< 0.1%
0.364538762	40	< 0.1%
0.68515377	39	< 0.1%
0.808250098	36	< 0.1%
0.556451026	36	< 0.1%
0.196359736	28	< 0.1%
0.804860255	27	< 0.1%
Other values (183218)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-73.21671846	1	< 0.1%
-50.94336887	1	< 0.1%
-50.68841936	1	< 0.1%
-50.42009006	1	< 0.1%
-41.48482251	1	< 0.1%
-41.04426092	1	< 0.1%
-38.98726274	1	< 0.1%
-37.35344264	6	< 0.1%
-34.53499972	1	< 0.1%
-31.87673165	1	< 0.1%

Value	Count	Frequency (%)
20.00720837	1	< 0.1%
19.58777262	1	< 0.1%
19.16832739	1	< 0.1%
18.74887195	1	< 0.1%
18.70925454	1	< 0.1%
18.32940553	1	< 0.1%
18.28216761	1	< 0.1%
17.94136306	1	< 0.1%
17.90357438	1	< 0.1%
17.57371241	1	< 0.1%

V9
Real number (ℝ)

Distinct	183237
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.012428113

Minimum	-13.434066
Maximum	15.594995
Zeros	0
Zeros (%)	0.0%
Negative	101163
Negative (%)	53.6%
Memory size	1.4 MiB

Quantile statistics

Minimum	-13.434066
5-th percentile	-1.7757621
Q1	-0.6618935
median	-0.075123634
Q3	0.63099855
95-th percentile	1.933952
Maximum	15.594995
Range	29.029061
Interquartile range (IQR)	1.292892

Descriptive statistics

Standard deviation	1.1408999
Coefficient of variation (CV)	91.799929
Kurtosis	3.7877181
Mean	0.012428113
Median Absolute Deviation (MAD)	0.63982033
Skewness	0.60159455
Sum	2346.6142
Variance	1.3016526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.170361852	77	< 0.1%
0.60860587	76	< 0.1%
1.671301564	60	< 0.1%
-0.297962001	45	< 0.1%
-0.711797939	40	< 0.1%
-0.286614069	39	< 0.1%
0.697719596	36	< 0.1%
-0.052724038	36	< 0.1%
1.160758531	28	< 0.1%
-0.074070833	27	< 0.1%
Other values (183227)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.43406632	1	< 0.1%
-13.32015469	1	< 0.1%
-11.12662352	1	< 0.1%
-10.84252587	1	< 0.1%
-9.481456334	1	< 0.1%
-9.462572605	4	< 0.1%
-9.283924512	1	< 0.1%
-8.9609217	1	< 0.1%
-8.739670371	1	< 0.1%
-8.630390306	1	< 0.1%

Value	Count	Frequency (%)
15.59499461	1	< 0.1%
10.39288882	1	< 0.1%
10.37065798	1	< 0.1%
10.3484067	1	< 0.1%
10.32613305	1	< 0.1%
10.31397373	1	< 0.1%
9.272375626	1	< 0.1%
9.234623452	1	< 0.1%
9.213022586	1	< 0.1%
9.125534903	1	< 0.1%

V10
Real number (ℝ)

HIGH CORRELATION

Distinct	183232
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01648349

Minimum	-24.588262
Maximum	23.745136
Zeros	0
Zeros (%)	0.0%
Negative	109002
Negative (%)	57.7%
Memory size	1.4 MiB

Quantile statistics

Minimum	-24.588262
5-th percentile	-1.3389206
Q1	-0.51825878
median	-0.10334481
Q3	0.43251067
95-th percentile	1.4929916
Maximum	23.745136
Range	48.333399
Interquartile range (IQR)	0.95076946

Descriptive statistics

Standard deviation	1.0928243
Coefficient of variation (CV)	-66.298114
Kurtosis	39.488474
Mean	-0.01648349
Median Absolute Deviation (MAD)	0.45513236
Skewness	0.73559268
Sum	-3112.3301
Variance	1.1942649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.044574589	77	< 0.1%
-0.07518617	76	< 0.1%
-1.02294603	60	< 0.1%
-0.6520966	45	< 0.1%
-1.57028828	40	< 0.1%
-0.535902735	39	< 0.1%
-1.090180906	36	< 0.1%
0.001148755	36	< 0.1%
-0.518258785	28	< 0.1%
-0.217425556	27	< 0.1%
Other values (183222)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24.58826244	1	< 0.1%
-24.40318497	1	< 0.1%
-23.22825484	1	< 0.1%
-22.18708856	4	< 0.1%
-20.94919155	1	< 0.1%
-19.83614885	1	< 0.1%
-18.91324333	1	< 0.1%
-18.27116817	1	< 0.1%
-17.14151364	1	< 0.1%
-16.74604411	1	< 0.1%

Value	Count	Frequency (%)
23.74513612	1	< 0.1%
15.33174156	1	< 0.1%
15.24568569	1	< 0.1%
15.2360282	1	< 0.1%
13.81175777	1	< 0.1%
13.7273472	1	< 0.1%
13.6444596	1	< 0.1%
13.56015529	1	< 0.1%
13.24943301	1	< 0.1%
13.19822576	1	< 0.1%

V11
Real number (ℝ)

HIGH CORRELATION

Distinct	183235
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14913198

Minimum	-4.7974735
Maximum	12.018913
Zeros	0
Zeros (%)	0.0%
Negative	88844
Negative (%)	47.1%
Memory size	1.4 MiB

Quantile statistics

Minimum	-4.7974735
5-th percentile	-1.4675685
Q1	-0.60641941
median	0.084844255
Q3	0.93865435
95-th percentile	1.7513718
Maximum	12.018913
Range	16.816387
Interquartile range (IQR)	1.5450738

Descriptive statistics

Standard deviation	1.0433758
Coefficient of variation (CV)	6.9963249
Kurtosis	2.1206792
Mean	0.14913198
Median Absolute Deviation (MAD)	0.7677723
Skewness	0.39542586
Sum	28158.355
Variance	1.0886331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.356749018	77	< 0.1%
0.063504458	76	< 0.1%
-0.191422973	60	< 0.1%
0.418002665	45	< 0.1%
3.463017821	40	< 0.1%
0.332848418	39	< 0.1%
-0.111087964	36	< 0.1%
-0.02860893	36	< 0.1%
1.606341951	28	< 0.1%
0.131576213	27	< 0.1%
Other values (183225)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.797473465	1	< 0.1%
-4.682930548	1	< 0.1%
-4.568390246	1	< 0.1%
-4.453852842	1	< 0.1%
-4.339318655	1	< 0.1%
-4.224788057	1	< 0.1%
-4.110261479	2	< 0.1%
-4.049894914	2	< 0.1%
-4.034717859	2	< 0.1%
-3.995739425	2	< 0.1%

Value	Count	Frequency (%)
12.01891318	1	< 0.1%
11.66920474	1	< 0.1%
11.61972348	1	< 0.1%
11.27792073	1	< 0.1%
11.22847028	1	< 0.1%
11.1524906	1	< 0.1%
11.02705909	1	< 0.1%
10.85301165	1	< 0.1%
10.54526295	1	< 0.1%
10.44684681	1	< 0.1%

V12
Real number (ℝ)

HIGH CORRELATION

Distinct	183238
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.079760576

Minimum	-18.683715
Maximum	7.8483921
Zeros	0
Zeros (%)	0.0%
Negative	83551
Negative (%)	44.3%
Memory size	1.4 MiB

Quantile statistics

Minimum	-18.683715
5-th percentile	-2.3169726
Q1	-0.49150082
median	0.11123347
Q3	0.61366578
95-th percentile	1.2556918
Maximum	7.8483921
Range	26.532107
Interquartile range (IQR)	1.1051666

Descriptive statistics

Standard deviation	1.1105756
Coefficient of variation (CV)	-13.923866
Kurtosis	18.650207
Mean	-0.079760576
Median Absolute Deviation (MAD)	0.5413778
Skewness	-2.3018297
Sum	-15059.993
Variance	1.2333782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.073459517	77	< 0.1%
0.350563573	76	< 0.1%
0.631027341	60	< 0.1%
-0.322436924	45	< 0.1%
0.538411363	40	< 0.1%
-0.268318739	39	< 0.1%
0.062652347	36	< 0.1%
0.073656515	36	< 0.1%
-2.525492525	28	< 0.1%
-0.028146149	27	< 0.1%
Other values (183228)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.68371463	1	< 0.1%
-18.55369701	1	< 0.1%
-18.43113103	1	< 0.1%
-18.04759657	1	< 0.1%
-17.76914346	1	< 0.1%
-17.63160631	1	< 0.1%
-17.22866224	1	< 0.1%
-17.18291843	2	< 0.1%
-17.15040525	1	< 0.1%
-17.13130095	1	< 0.1%

Value	Count	Frequency (%)
7.848392076	1	< 0.1%
4.846452409	1	< 0.1%
4.574082241	1	< 0.1%
4.472920584	1	< 0.1%
4.406338221	1	< 0.1%
4.403898555	1	< 0.1%
4.31807084	1	< 0.1%
4.317588992	1	< 0.1%
4.299511253	1	< 0.1%
4.242791466	1	< 0.1%

V13
Real number (ℝ)

Distinct	183239
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.046058358

Minimum	-5.7918812
Maximum	4.569009
Zeros	0
Zeros (%)	0.0%
Negative	92747
Negative (%)	49.1%
Memory size	1.4 MiB

Quantile statistics

Minimum	-5.7918812
5-th percentile	-1.6427139
Q1	-0.63735332
median	0.017657189
Q3	0.72006097
95-th percentile	1.7725543
Maximum	4.569009
Range	10.36089
Interquartile range (IQR)	1.3574143

Descriptive statistics

Standard deviation	1.0376146
Coefficient of variation (CV)	22.52826
Kurtosis	0.162812
Mean	0.046058358
Median Absolute Deviation (MAD)	0.67820413
Skewness	0.1240893
Sum	8696.5088
Variance	1.0766441
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.517759694	77	< 0.1%
-0.141238322	76	< 0.1%
0.03190727	60	< 0.1%
-0.143469155	45	< 0.1%
-0.378095385	40	< 0.1%
-0.127614196	39	< 0.1%
0.04128483	36	< 0.1%
-0.238457031	36	< 0.1%
0.166046774	28	< 0.1%
0.01145979	27	< 0.1%
Other values (183229)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.791881206	1	< 0.1%
-4.008639792	1	< 0.1%
-3.961757536	1	< 0.1%
-3.888606286	1	< 0.1%
-3.881106249	1	< 0.1%
-3.844973612	1	< 0.1%
-3.835617838	1	< 0.1%
-3.816447623	1	< 0.1%
-3.808723988	1	< 0.1%
-3.785719072	1	< 0.1%

Value	Count	Frequency (%)
4.569008959	1	< 0.1%
4.469566192	1	< 0.1%
4.465413177	1	< 0.1%
4.262850926	1	< 0.1%
4.099351905	1	< 0.1%
4.044577086	1	< 0.1%
3.904562358	1	< 0.1%
3.842704447	1	< 0.1%
3.805441037	1	< 0.1%
3.794110436	1	< 0.1%

V14
Real number (ℝ)

HIGH CORRELATION

Distinct	183238
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.061198289

Minimum	-19.214325
Maximum	10.526766
Zeros	0
Zeros (%)	0.0%
Negative	84896
Negative (%)	45.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	-19.214325
5-th percentile	-1.2913585
Q1	-0.35594537
median	0.08076
Q3	0.51758674
95-th percentile	1.5351866
Maximum	10.526766
Range	29.741092
Interquartile range (IQR)	0.87353211

Descriptive statistics

Standard deviation	0.97239409
Coefficient of variation (CV)	15.889237
Kurtosis	29.395862
Mean	0.061198289
Median Absolute Deviation (MAD)	0.43675129
Skewness	-2.3344466
Sum	11555.155
Variance	0.94555027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.406968934	77	< 0.1%
0.690971618	76	< 0.1%
-0.031425381	60	< 0.1%
-1.154524296	45	< 0.1%
-3.04549518	40	< 0.1%
-0.868299961	39	< 0.1%
0.215738139	36	< 0.1%
0.425500485	36	< 0.1%
2.428011871	28	< 0.1%
-0.112921114	27	< 0.1%
Other values (183228)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.21432549	1	< 0.1%
-18.82208674	1	< 0.1%
-18.49377336	1	< 0.1%
-18.3920915	1	< 0.1%
-18.04999769	1	< 0.1%
-17.72163835	1	< 0.1%
-17.62063435	1	< 0.1%
-17.47592128	1	< 0.1%
-17.23020216	1	< 0.1%
-16.33759594	1	< 0.1%

Value	Count	Frequency (%)
10.52676605	1	< 0.1%
7.754598748	1	< 0.1%
7.692208544	1	< 0.1%
7.667725751	1	< 0.1%
7.518402781	1	< 0.1%
7.439565532	1	< 0.1%
7.421943853	1	< 0.1%
7.293225596	1	< 0.1%
7.234248879	1	< 0.1%
7.187926027	1	< 0.1%

V15
Real number (ℝ)

Distinct	183238
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10019779

Minimum	-4.4989447
Maximum	5.7845139
Zeros	0
Zeros (%)	0.0%
Negative	78749
Negative (%)	41.7%
Memory size	1.4 MiB

Quantile statistics

Minimum	-4.4989447
5-th percentile	-1.6272907
Q1	-0.48956576
median	0.19911506
Q3	0.79053563
95-th percentile	1.4488634
Maximum	5.7845139
Range	10.283459
Interquartile range (IQR)	1.2801014

Descriptive statistics

Standard deviation	0.94685825
Coefficient of variation (CV)	9.4498912
Kurtosis	0.25456304
Mean	0.10019779
Median Absolute Deviation (MAD)	0.63541615
Skewness	-0.48179448
Sum	18918.847
Variance	0.89654055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.124146923	77	< 0.1%
1.275257039	76	< 0.1%
1.446626976	60	< 0.1%
1.157633714	45	< 0.1%
1.468911143	40	< 0.1%
1.128538982	39	< 0.1%
1.069355893	36	< 0.1%
1.24527653	36	< 0.1%
1.169787788	28	< 0.1%
1.300007138	27	< 0.1%
Other values (183228)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.498944677	1	< 0.1%
-4.19932125	1	< 0.1%
-4.196619695	1	< 0.1%
-4.15253176	1	< 0.1%
-4.097947131	1	< 0.1%
-4.092344269	1	< 0.1%
-4.025373127	1	< 0.1%
-4.005558002	1	< 0.1%
-3.936008084	1	< 0.1%
-3.924951332	1	< 0.1%

Value	Count	Frequency (%)
5.78451389	1	< 0.1%
4.97005728	1	< 0.1%
4.858397949	1	< 0.1%
4.824577426	1	< 0.1%
4.803688722	1	< 0.1%
4.765514439	1	< 0.1%
4.279109826	1	< 0.1%
4.198582904	1	< 0.1%
4.153005564	1	< 0.1%
4.030891231	1	< 0.1%

V16
Real number (ℝ)

HIGH CORRELATION

Distinct	183233
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0053117541

Minimum	-14.129855
Maximum	6.0985295
Zeros	0
Zeros (%)	0.0%
Negative	88134
Negative (%)	46.7%
Memory size	1.4 MiB

Quantile statistics

Minimum	-14.129855
5-th percentile	-1.481744
Q1	-0.47449358
median	0.063452534
Q3	0.53036247
95-th percentile	1.302466
Maximum	6.0985295
Range	20.228384
Interquartile range (IQR)	1.0048561

Descriptive statistics

Standard deviation	0.88572922
Coefficient of variation (CV)	-166.74891
Kurtosis	13.491709
Mean	-0.0053117541
Median Absolute Deviation (MAD)	0.50009879
Skewness	-1.470802
Sum	-1002.9389
Variance	0.78451626
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.342469754	77	< 0.1%
-0.371962125	76	< 0.1%
-0.121820379	60	< 0.1%
0.878174918	45	< 0.1%
-0.029741514	40	< 0.1%
0.786506054	39	< 0.1%
0.640367513	36	< 0.1%
-0.255230525	36	< 0.1%
-1.53234065	28	< 0.1%
0.812807415	27	< 0.1%
Other values (183223)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.12985452	1	< 0.1%
-13.56327296	1	< 0.1%
-13.30388758	1	< 0.1%
-13.25683309	1	< 0.1%
-13.25154198	1	< 0.1%
-12.6752689	1	< 0.1%
-12.66169572	2	< 0.1%
-12.44856234	1	< 0.1%
-12.43227914	1	< 0.1%
-12.42796136	1	< 0.1%

Value	Count	Frequency (%)
6.098529451	1	< 0.1%
5.477283428	1	< 0.1%
5.196516056	1	< 0.1%
5.000095887	1	< 0.1%
4.870360975	1	< 0.1%
4.816252303	1	< 0.1%
4.734321498	1	< 0.1%
4.664235675	1	< 0.1%
4.598277721	1	< 0.1%
4.594817364	1	< 0.1%

V17
Real number (ℝ)

HIGH CORRELATION

Distinct	183233
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.031511591

Minimum	-25.162799
Maximum	9.2535263
Zeros	0
Zeros (%)	0.0%
Negative	97940
Negative (%)	51.9%
Memory size	1.4 MiB

Quantile statistics

Minimum	-25.162799
5-th percentile	-0.95190612
Q1	-0.43324712
median	-0.028216389
Q3	0.42569374
95-th percentile	1.280722
Maximum	9.2535263
Range	34.416326
Interquartile range (IQR)	0.85894086

Descriptive statistics

Standard deviation	0.8981625
Coefficient of variation (CV)	28.502608
Kurtosis	113.63412
Mean	0.031511591
Median Absolute Deviation (MAD)	0.42612084
Skewness	-5.0901734
Sum	5949.861
Variance	0.80669588
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.37465644	77	< 0.1%
-0.601956803	76	< 0.1%
-0.651405237	60	< 0.1%
0.53691752	45	< 0.1%
3.664588481	40	< 0.1%
0.316435261	39	< 0.1%
-1.072084985	36	< 0.1%
-0.910236503	36	< 0.1%
1.822234493	28	< 0.1%
-0.495483473	27	< 0.1%
Other values (183223)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25.16279937	1	< 0.1%
-24.01909855	1	< 0.1%
-23.81563583	1	< 0.1%
-23.24159715	1	< 0.1%
-22.88399858	1	< 0.1%
-22.66790541	1	< 0.1%
-22.60886819	1	< 0.1%
-22.54165173	1	< 0.1%
-21.90649322	1	< 0.1%
-21.71018765	1	< 0.1%

Value	Count	Frequency (%)
9.25352625	1	< 0.1%
9.207058535	1	< 0.1%
8.538195139	1	< 0.1%
7.893392532	1	< 0.1%
7.766636363	1	< 0.1%
7.733456284	1	< 0.1%
7.611861523	1	< 0.1%
7.573522625	1	< 0.1%
7.454784638	1	< 0.1%
7.413594144	1	< 0.1%

V18
Real number (ℝ)

HIGH CORRELATION

Distinct	183237
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.041785027

Minimum	-9.4987459
Maximum	5.0410692
Zeros	0
Zeros (%)	0.0%
Negative	98923
Negative (%)	52.4%
Memory size	1.4 MiB

Quantile statistics

Minimum	-9.4987459
5-th percentile	-1.4086373
Q1	-0.52281766
median	-0.04364187
Q3	0.44798599
95-th percentile	1.3417812
Maximum	5.0410692
Range	14.539815
Interquartile range (IQR)	0.97080365

Descriptive statistics

Standard deviation	0.83848236
Coefficient of variation (CV)	-20.066575
Kurtosis	3.4936187
Mean	-0.041785027
Median Absolute Deviation (MAD)	0.48531371
Skewness	-0.38783536
Sum	-7889.6398
Variance	0.70305267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.438992432	77	< 0.1%
-0.052640146	76	< 0.1%
0.617970477	60	< 0.1%
0.712873013	45	< 0.1%
-0.105189589	40	< 0.1%
0.587856253	39	< 0.1%
-0.0686981	36	< 0.1%
0.485110432	36	< 0.1%
-1.963373148	28	< 0.1%
0.166473112	27	< 0.1%
Other values (183227)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.498745921	1	< 0.1%
-9.335193079	1	< 0.1%
-9.287832214	1	< 0.1%
-9.264608733	1	< 0.1%
-9.170557219	1	< 0.1%
-9.090892061	1	< 0.1%
-9.042845151	1	< 0.1%
-8.859451925	1	< 0.1%
-8.829819766	1	< 0.1%
-8.668815197	1	< 0.1%

Value	Count	Frequency (%)
5.041069185	1	< 0.1%
4.712397566	1	< 0.1%
4.295648234	1	< 0.1%
4.243841213	1	< 0.1%
4.199591107	1	< 0.1%
4.115559919	1	< 0.1%
4.093439956	1	< 0.1%
4.071328562	1	< 0.1%
4.054462468	1	< 0.1%
4.049234306	1	< 0.1%

V19
Real number (ℝ)

Distinct	183236
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01498017

Minimum	-7.2135274
Maximum	5.2283418
Zeros	0
Zeros (%)	0.0%
Negative	96040
Negative (%)	50.9%
Memory size	1.4 MiB

Quantile statistics

Minimum	-7.2135274
5-th percentile	-1.3702121
Q1	-0.49277931
median	-0.015916567
Q3	0.46992773
95-th percentile	1.2886492
Maximum	5.2283418
Range	12.441869
Interquartile range (IQR)	0.96270704

Descriptive statistics

Standard deviation	0.81718903
Coefficient of variation (CV)	-54.551386
Kurtosis	1.3375291
Mean	-0.01498017
Median Absolute Deviation (MAD)	0.48126976
Skewness	0.010952857
Sum	-2828.4808
Variance	0.66779792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.116090785	77	< 0.1%
-0.330590448	76	< 0.1%
0.927600045	60	< 0.1%
0.006773555	45	< 0.1%
-2.097944321	40	< 0.1%
0.049350083	39	< 0.1%
0.255267674	36	< 0.1%
0.271314885	36	< 0.1%
-2.149184768	28	< 0.1%
0.175176224	27	< 0.1%
Other values (183226)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.21352743	1	< 0.1%
-6.938297318	1	< 0.1%
-4.932733055	1	< 0.1%
-4.676092279	1	< 0.1%
-4.619034342	1	< 0.1%
-4.575940864	1	< 0.1%
-4.539839957	1	< 0.1%
-4.42194397	1	< 0.1%
-4.392420909	1	< 0.1%
-4.384828428	1	< 0.1%

Value	Count	Frequency (%)
5.22834179	1	< 0.1%
4.891062441	1	< 0.1%
4.851255137	1	< 0.1%
4.801122553	1	< 0.1%
4.727189814	1	< 0.1%
4.703263246	1	< 0.1%
4.60600657	1	< 0.1%
4.604726401	1	< 0.1%
4.555359379	1	< 0.1%
4.547377826	1	< 0.1%

V20
Real number (ℝ)

Distinct	183225
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.023934154

Minimum	-22.838548
Maximum	39.420904
Zeros	0
Zeros (%)	0.0%
Negative	106474
Negative (%)	56.4%
Memory size	1.4 MiB

Quantile statistics

Minimum	-22.838548
5-th percentile	-0.52953255
Q1	-0.18995558
median	-0.041282501
Q3	0.15223571
95-th percentile	0.85354838
Maximum	39.420904
Range	62.259453
Interquartile range (IQR)	0.34219129

Descriptive statistics

Standard deviation	0.74227508
Coefficient of variation (CV)	31.013216
Kurtosis	196.57632
Mean	0.023934154
Median Absolute Deviation (MAD)	0.16778968
Skewness	1.1334564
Sum	4519.1272
Variance	0.5509723
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.132079724	77	< 0.1%
-0.180370119	76	< 0.1%
0.005756655	60	< 0.1%
0.053607119	45	< 0.1%
-0.167555416	40	< 0.1%
0.045217441	39	< 0.1%
0.016952154	36	< 0.1%
0.156089011	36	< 0.1%
-0.252496771	28	< 0.1%
0.032734124	27	< 0.1%
Other values (183215)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-22.8385483	1	< 0.1%
-21.02827171	1	< 0.1%
-21.02481709	1	< 0.1%
-20.52209351	1	< 0.1%
-19.90261079	1	< 0.1%
-19.35181491	1	< 0.1%
-18.75706018	1	< 0.1%
-18.65116192	1	< 0.1%
-18.29230797	1	< 0.1%
-18.26547981	1	< 0.1%

Value	Count	Frequency (%)
39.42090425	1	< 0.1%
38.11720913	1	< 0.1%
26.23739079	1	< 0.1%
24.13389419	1	< 0.1%
23.64909457	1	< 0.1%
17.2818589	1	< 0.1%
17.14105236	1	< 0.1%
16.75644793	1	< 0.1%
16.17853495	1	< 0.1%
15.81505134	1	< 0.1%

V21
Real number (ℝ)

HIGH CORRELATION

Distinct	183227
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.018289111

Minimum	-34.830382
Maximum	27.202839
Zeros	0
Zeros (%)	0.0%
Negative	107750
Negative (%)	57.1%
Memory size	1.4 MiB

Quantile statistics

Minimum	-34.830382
5-th percentile	-0.51055651
Q1	-0.22812906
median	-0.046755184
Q3	0.14376977
95-th percentile	0.51389731
Maximum	27.202839
Range	62.033221
Interquartile range (IQR)	0.37189883

Descriptive statistics

Standard deviation	0.74042459
Coefficient of variation (CV)	-40.48445
Kurtosis	240.57167
Mean	-0.018289111
Median Absolute Deviation (MAD)	0.18521024
Skewness	3.7974741
Sum	-3453.2585
Variance	0.54822858
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.262580846	77	< 0.1%
0.269764951	76	< 0.1%
-0.064208281	60	< 0.1%
-0.207432404	45	< 0.1%
-0.040237593	40	< 0.1%
-0.191819983	39	< 0.1%
-0.313307445	36	< 0.1%
0.007342803	36	< 0.1%
0.031510778	28	< 0.1%
-0.342676245	27	< 0.1%
Other values (183217)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-34.83038214	1	< 0.1%
-22.88934704	1	< 0.1%
-22.79760391	1	< 0.1%
-22.75753986	1	< 0.1%
-22.6656846	1	< 0.1%
-21.45373628	1	< 0.1%
-20.26205434	1	< 0.1%
-16.92201578	1	< 0.1%
-16.17038583	1	< 0.1%
-15.79014164	1	< 0.1%

Value	Count	Frequency (%)
27.20283916	6	< 0.1%
22.61488937	1	< 0.1%
22.59954336	1	< 0.1%
22.58898947	1	< 0.1%
22.58067527	1	< 0.1%
22.57971423	1	< 0.1%
22.56568024	1	< 0.1%
21.89972377	1	< 0.1%
19.33082993	1	< 0.1%
19.32506334	1	< 0.1%

V22
Real number (ℝ)

HIGH CORRELATION

Distinct	183234
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.059903796

Minimum	-10.933144
Maximum	10.50309
Zeros	0
Zeros (%)	0.0%
Negative	99662
Negative (%)	52.8%
Memory size	1.4 MiB

Quantile statistics

Minimum	-10.933144
5-th percentile	-1.0927526
Q1	-0.54081341
median	-0.045777047
Q3	0.40297539
95-th percentile	1.0146108
Maximum	10.50309
Range	21.436234
Interquartile range (IQR)	0.9437888

Descriptive statistics

Standard deviation	0.68369598
Coefficient of variation (CV)	-11.413233
Kurtosis	4.5846278
Mean	-0.059903796
Median Absolute Deviation (MAD)	0.47286802
Skewness	-0.30409437
Sum	-11310.735
Variance	0.4674402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.816263763	77	< 0.1%
0.844626647	76	< 0.1%
-0.080587077	60	< 0.1%
-0.692416684	45	< 0.1%
0.096171574	40	< 0.1%
-0.650117796	39	< 0.1%
0.250885695	36	< 0.1%
-1.068934378	36	< 0.1%
0.278743283	28	< 0.1%
-1.148503557	27	< 0.1%
Other values (183224)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.9331437	1	< 0.1%
-9.499422964	1	< 0.1%
-8.887017141	6	< 0.1%
-8.593641565	1	< 0.1%
-8.55580793	1	< 0.1%
-8.527144872	1	< 0.1%
-8.483441127	1	< 0.1%
-8.454599243	1	< 0.1%
-8.420245605	1	< 0.1%
-8.245481399	1	< 0.1%

Value	Count	Frequency (%)
10.50309009	1	< 0.1%
8.361985192	1	< 0.1%
8.316275439	1	< 0.1%
7.357255162	1	< 0.1%
7.248762607	1	< 0.1%
7.220157654	1	< 0.1%
5.805795145	1	< 0.1%
5.774087269	1	< 0.1%
5.703684008	1	< 0.1%
4.80434418	1	< 0.1%

V23
Real number (ℝ)

Distinct	183216
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.018082615

Minimum	-44.807735
Maximum	19.002942
Zeros	0
Zeros (%)	0.0%
Negative	106507
Negative (%)	56.4%
Memory size	1.4 MiB

Quantile statistics

Minimum	-44.807735
5-th percentile	-0.45557553
Q1	-0.16915872
median	-0.03129918
Q3	0.10958695
95-th percentile	0.47074091
Maximum	19.002942
Range	63.810677
Interquartile range (IQR)	0.27874567

Descriptive statistics

Standard deviation	0.60388596
Coefficient of variation (CV)	-33.395941
Kurtosis	431.80064
Mean	-0.018082615
Median Absolute Deviation (MAD)	0.13922997
Skewness	-5.6875801
Sum	-3414.269
Variance	0.36467825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.140304302	77	< 0.1%
0.020674668	76	< 0.1%
-0.072991079	60	< 0.1%
-0.118597512	45	< 0.1%
-0.09254897	40	< 0.1%
-0.114069464	39	< 0.1%
0.103796606	36	< 0.1%
-0.331599689	36	< 0.1%
-0.027336787	28	< 0.1%
0.095278816	27	< 0.1%
Other values (183206)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-44.8077352	1	< 0.1%
-27.21543637	1	< 0.1%
-26.75111866	1	< 0.1%
-26.42974136	1	< 0.1%
-25.35674425	1	< 0.1%
-22.57500044	1	< 0.1%
-22.4591702	1	< 0.1%
-20.79442223	1	< 0.1%
-19.93502514	1	< 0.1%
-19.25432762	1	< 0.1%

Value	Count	Frequency (%)
19.00294182	1	< 0.1%
18.94673404	1	< 0.1%
18.36447227	1	< 0.1%
17.7684618	1	< 0.1%
17.29784508	1	< 0.1%
15.87942136	1	< 0.1%
15.62606698	1	< 0.1%
15.42635142	1	< 0.1%
13.94456738	1	< 0.1%
13.87622086	1	< 0.1%

V24
Real number (ℝ)

Distinct	183235
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0059486594

Minimum	-2.8366269
Maximum	4.0228659
Zeros	0
Zeros (%)	0.0%
Negative	81861
Negative (%)	43.4%
Memory size	1.4 MiB

Quantile statistics

Minimum	-2.8366269
5-th percentile	-1.1584656
Q1	-0.33856716
median	0.054937129
Q3	0.41992881
95-th percentile	0.93688024
Maximum	4.0228659
Range	6.8594928
Interquartile range (IQR)	0.75849597

Descriptive statistics

Standard deviation	0.6021859
Coefficient of variation (CV)	101.23052
Kurtosis	0.67795698
Mean	0.0059486594
Median Absolute Deviation (MAD)	0.37595897
Skewness	-0.57068828
Sum	1123.1961
Variance	0.36262786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.357827249	77	< 0.1%
0.726211884	76	< 0.1%
1.01813597	60	< 0.1%
0.891479668	45	< 0.1%
-1.345663706	40	< 0.1%
0.9159356	39	< 0.1%
0.992125715	36	< 0.1%
1.00995228	36	< 0.1%
-0.708803343	28	< 0.1%
0.946121234	27	< 0.1%
Other values (183225)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.836626919	1	< 0.1%
-2.824848903	1	< 0.1%
-2.822683592	1	< 0.1%
-2.822383969	1	< 0.1%
-2.814897636	1	< 0.1%
-2.807896962	1	< 0.1%
-2.790479323	1	< 0.1%
-2.78961381	1	< 0.1%
-2.776600389	1	< 0.1%
-2.766637615	1	< 0.1%

Value	Count	Frequency (%)
4.02286589	1	< 0.1%
4.016341817	1	< 0.1%
4.014444385	1	< 0.1%
3.998293678	1	< 0.1%
3.99064595	1	< 0.1%
3.979636646	1	< 0.1%
3.962197343	1	< 0.1%
3.957012821	1	< 0.1%
3.951679291	1	< 0.1%
3.949245349	1	< 0.1%

V25
Real number (ℝ)

Distinct	183233
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.071551259

Minimum	-10.295397
Maximum	7.5195887
Zeros	0
Zeros (%)	0.0%
Negative	77640
Negative (%)	41.1%
Memory size	1.4 MiB

Quantile statistics

Minimum	-10.295397
5-th percentile	-0.72168915
Q1	-0.22593478
median	0.11540799
Q3	0.38949873
95-th percentile	0.7560879
Maximum	7.5195887
Range	17.814986
Interquartile range (IQR)	0.61543351

Descriptive statistics

Standard deviation	0.48211523
Coefficient of variation (CV)	6.7380399
Kurtosis	5.3296547
Mean	0.071551259
Median Absolute Deviation (MAD)	0.30558057
Skewness	-0.5616662
Sum	13509.951
Variance	0.2324351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.186422946	77	< 0.1%
0.366624307	76	< 0.1%
0.663574772	60	< 0.1%
0.730240364	45	< 0.1%
0.510304957	40	< 0.1%
0.73007304	39	< 0.1%
0.36939816	36	< 0.1%
0.23373018	36	< 0.1%
0.393031705	28	< 0.1%
0.369712917	27	< 0.1%
Other values (183223)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.29539707	1	< 0.1%
-7.495741104	1	< 0.1%
-7.081325346	1	< 0.1%
-7.025783182	1	< 0.1%
-6.035054268	1	< 0.1%
-5.7852551	1	< 0.1%
-5.785209207	1	< 0.1%
-4.848150814	1	< 0.1%
-4.781605522	1	< 0.1%
-4.56450618	1	< 0.1%

Value	Count	Frequency (%)
7.519588679	1	< 0.1%
5.541597595	1	< 0.1%
5.525092704	1	< 0.1%
5.521139565	1	< 0.1%
5.473885357	1	< 0.1%
5.376594958	1	< 0.1%
4.881207473	1	< 0.1%
4.828096825	1	< 0.1%
4.513680845	1	< 0.1%
4.032571644	1	< 0.1%

V26
Real number (ℝ)

Distinct	183238
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0083929961

Minimum	-2.6045506
Maximum	3.5173456
Zeros	0
Zeros (%)	0.0%
Negative	102005
Negative (%)	54.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	-2.6045506
5-th percentile	-0.67991132
Q1	-0.3311508
median	-0.060349067
Q3	0.26573126
95-th percentile	0.97109142
Maximum	3.5173456
Range	6.1218962
Interquartile range (IQR)	0.59688206

Descriptive statistics

Standard deviation	0.48939055
Coefficient of variation (CV)	58.309398
Kurtosis	0.49304618
Mean	0.0083929961
Median Absolute Deviation (MAD)	0.28590054
Skewness	0.63181593
Sum	1584.7236
Variance	0.23950311
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.096544471	77	< 0.1%
-0.398827515	76	< 0.1%
-0.671322844	60	< 0.1%
0.384013446	45	< 0.1%
-0.182673523	40	< 0.1%
0.383879418	39	< 0.1%
-0.824470557	36	< 0.1%
0.110373549	36	< 0.1%
-0.231544653	28	< 0.1%
0.110625671	27	< 0.1%
Other values (183228)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.604550553	1	< 0.1%
-2.534329721	1	< 0.1%
-2.24162029	1	< 0.1%
-2.068560869	1	< 0.1%
-1.732917021	1	< 0.1%
-1.697017508	1	< 0.1%
-1.658161935	1	< 0.1%
-1.653193178	1	< 0.1%
-1.603645408	1	< 0.1%
-1.601741779	1	< 0.1%

Value	Count	Frequency (%)
3.517345612	1	< 0.1%
3.463245654	1	< 0.1%
3.220178375	1	< 0.1%
3.155327473	1	< 0.1%
3.122747439	1	< 0.1%
3.119294529	1	< 0.1%
3.118588477	1	< 0.1%
3.116200102	1	< 0.1%
3.087444274	1	< 0.1%
3.080587917	1	< 0.1%

V27
Real number (ℝ)

Distinct	183214
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0017319495

Minimum	-22.565679
Maximum	12.152401
Zeros	0
Zeros (%)	0.0%
Negative	89660
Negative (%)	47.5%
Memory size	1.4 MiB

Quantile statistics

Minimum	-22.565679
5-th percentile	-0.41174303
Q1	-0.066710038
median	0.006914027
Q3	0.089242366
95-th percentile	0.37935776
Maximum	12.152401
Range	34.71808
Interquartile range (IQR)	0.1559524

Descriptive statistics

Standard deviation	0.39250489
Coefficient of variation (CV)	226.62605
Kurtosis	136.71057
Mean	0.0017319495
Median Absolute Deviation (MAD)	0.077218888
Skewness	-2.8863911
Sum	327.01805
Variance	0.15406009
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.035866315	77	< 0.1%
0.027735122	76	< 0.1%
0.096800945	60	< 0.1%
-0.028465272	45	< 0.1%
0.107058302	40	< 0.1%
-0.031902304	39	< 0.1%
-0.028302066	36	< 0.1%
0.241305213	36	< 0.1%
0.011632995	28	< 0.1%
-0.021836606	27	< 0.1%
Other values (183204)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-22.56567932	1	< 0.1%
-9.390979796	1	< 0.1%
-8.703067823	1	< 0.1%
-8.567637738	1	< 0.1%
-8.358316638	1	< 0.1%
-8.260908861	1	< 0.1%
-7.976099818	1	< 0.1%
-7.689003812	1	< 0.1%
-7.463187581	1	< 0.1%
-7.418877786	1	< 0.1%

Value	Count	Frequency (%)
12.15240111	1	< 0.1%
11.13573984	1	< 0.1%
10.50788435	1	< 0.1%
9.879903026	1	< 0.1%
9.200882567	1	< 0.1%
8.70897234	1	< 0.1%
8.254375597	1	< 0.1%
8.088549485	1	< 0.1%
7.994762038	1	< 0.1%
6.943659026	1	< 0.1%

V28
Real number (ℝ)

Distinct	183186
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.002210218

Minimum	-11.710896
Maximum	33.847808
Zeros	0
Zeros (%)	0.0%
Negative	66799
Negative (%)	35.4%
Memory size	1.4 MiB

Quantile statistics

Minimum	-11.710896
5-th percentile	-0.32693435
Q1	-0.037946476
median	0.019386839
Q3	0.078156087
95-th percentile	0.23835887
Maximum	33.847808
Range	45.558703
Interquartile range (IQR)	0.11610256

Descriptive statistics

Standard deviation	0.30992828
Coefficient of variation (CV)	140.22521
Kurtosis	1143.3791
Mean	0.002210218
Median Absolute Deviation (MAD)	0.057982042
Skewness	9.5162272
Sum	417.32231
Variance	0.096055536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.018494573	77	< 0.1%
-0.060282151	76	< 0.1%
0.028696878	60	< 0.1%
0.036123309	45	< 0.1%
0.071818003	40	< 0.1%
0.029849341	39	< 0.1%
0.011836307	36	< 0.1%
-0.020358638	36	< 0.1%
0.005579101	28	< 0.1%
0.023638378	27	< 0.1%
Other values (183176)	188351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-11.71089564	1	< 0.1%
-9.617915452	1	< 0.1%
-8.478685643	1	< 0.1%
-8.424041001	1	< 0.1%
-8.364853332	1	< 0.1%
-8.33812262	1	< 0.1%
-8.314028993	1	< 0.1%
-8.310166727	1	< 0.1%
-8.307955487	1	< 0.1%
-8.295258133	1	< 0.1%

Value	Count	Frequency (%)
33.84780782	1	< 0.1%
22.62007222	1	< 0.1%
16.12960914	1	< 0.1%
15.86672079	1	< 0.1%
15.37494933	1	< 0.1%
9.876370854	1	< 0.1%
9.718743202	1	< 0.1%
8.310664405	1	< 0.1%
7.546797377	1	< 0.1%
7.512250308	1	< 0.1%

Amount
Real number (ℝ)

HIGH CORRELATION

Distinct	26749
Distinct (%)	14.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.087474

Minimum	0
Maximum	19656.53
Zeros	1289
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.99
Q1	5.95
median	22.75
Q3	79
95-th percentile	367.622
Maximum	19656.53
Range	19656.53
Interquartile range (IQR)	73.05

Descriptive statistics

Standard deviation	248.11595
Coefficient of variation (CV)	2.7850823
Kurtosis	598.19166
Mean	89.087474
Median Absolute Deviation (MAD)	20.97
Skewness	14.961449
Sum	16821051
Variance	61561.523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9655	5.1%
1.98	3630	1.9%
0.89	3057	1.6%
9.99	2927	1.6%
15	2112	1.1%
0.76	1837	1.0%
10	1822	1.0%
1.29	1787	0.9%
1.79	1628	0.9%
0.99	1343	0.7%
Other values (26739)	159017	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1289	0.7%
0.01	546	0.3%
0.02	65	< 0.1%
0.03	2	< 0.1%
0.04	6	< 0.1%
0.05	31	< 0.1%
0.06	3	< 0.1%
0.07	6	< 0.1%
0.08	6	< 0.1%
0.09	1	< 0.1%

Value	Count	Frequency (%)
19656.53	1	< 0.1%
18910	1	< 0.1%
12910.93	1	< 0.1%
11898.09	1	< 0.1%
11789.84	1	< 0.1%
8790.26	1	< 0.1%
7879.42	1	< 0.1%
7766.6	1	< 0.1%
7712.43	1	< 0.1%
7636.3	1	< 0.1%

Class
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.4 MiB

0	188447
1	368

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	188815
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	188447	99.8%
1	368	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	188447	99.8%
1	368	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	188447	99.8%
1	368	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	188815	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	188447	99.8%
1	368	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	188815	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	188447	99.8%
1	368	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	188815	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	188447	99.8%
1	368	0.2%

Auto

Heatmap
Table

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	Class
Time	1.000	0.143	-0.006	-0.328	-0.097	0.167	-0.069	0.083	-0.088	0.021	0.015	-0.148	0.033	-0.013	-0.044	-0.128	-0.003	-0.085	0.074	0.012	-0.085	0.075	0.104	0.103	-0.008	-0.174	-0.018	-0.021	-0.096	-0.038	0.035
V1	0.143	1.000	-0.355	-0.389	0.060	-0.114	-0.071	-0.242	-0.209	0.093	0.194	0.022	-0.047	0.069	0.009	0.056	0.061	-0.038	-0.031	0.027	-0.200	-0.092	-0.067	0.059	-0.006	0.200	-0.005	-0.081	-0.141	-0.105	0.208
V2	-0.006	-0.355	1.000	0.075	0.199	0.346	-0.107	0.427	-0.012	-0.061	-0.160	0.003	0.044	0.059	0.120	0.087	0.085	-0.051	0.015	-0.000	0.028	-0.113	-0.073	-0.020	0.012	-0.173	0.013	0.126	0.083	-0.510	0.303
V3	-0.328	-0.389	0.075	1.000	0.059	-0.164	0.109	-0.015	0.125	-0.005	-0.068	0.029	0.001	-0.046	-0.189	-0.031	-0.105	0.007	-0.063	-0.022	0.061	0.026	0.117	-0.084	0.023	-0.088	0.015	0.120	0.120	-0.013	0.452
V4	-0.097	0.060	0.199	0.059	1.000	0.045	0.094	0.076	0.020	0.087	0.014	-0.028	0.152	-0.024	0.105	0.019	-0.071	0.077	0.008	-0.024	-0.022	0.062	0.027	0.006	-0.006	0.050	-0.069	-0.015	0.026	-0.035	0.445
V5	0.167	-0.114	0.346	-0.164	0.045	1.000	0.031	0.402	-0.044	-0.022	-0.121	0.012	-0.078	0.080	0.071	0.012	0.043	-0.214	0.013	0.017	0.062	-0.081	-0.050	-0.075	-0.065	-0.047	-0.017	0.017	-0.048	-0.330	0.260
V6	-0.069	-0.071	-0.107	0.109	0.094	0.031	1.000	-0.263	0.435	0.058	0.047	0.012	0.047	-0.028	-0.072	-0.116	-0.066	-0.002	0.055	0.078	0.046	0.074	0.095	-0.101	-0.200	0.014	0.004	0.065	0.003	0.204	0.142
V7	0.083	-0.242	0.427	-0.015	0.076	0.402	-0.263	1.000	-0.390	-0.073	-0.180	0.023	-0.032	0.019	0.056	0.018	-0.082	-0.197	-0.063	-0.024	0.175	-0.050	-0.058	-0.113	-0.009	-0.133	-0.021	-0.101	0.040	-0.026	0.408
V8	-0.088	-0.209	-0.012	0.125	0.020	-0.044	0.435	-0.390	1.000	-0.001	-0.115	0.029	0.134	-0.181	0.040	-0.055	0.052	0.077	0.053	-0.001	0.002	0.114	0.065	0.064	-0.043	-0.065	0.025	0.191	0.063	0.006	0.242
V9	0.021	0.093	-0.061	-0.005	0.087	-0.022	0.058	-0.073	-0.001	1.000	-0.344	-0.019	0.007	-0.008	0.040	-0.111	-0.081	-0.003	-0.015	0.002	-0.020	-0.060	0.038	0.007	0.006	0.037	0.054	-0.006	-0.099	-0.070	0.444
V10	0.015	0.194	-0.160	-0.068	0.014	-0.121	0.047	-0.180	-0.115	-0.344	1.000	0.039	-0.145	-0.024	-0.074	0.009	-0.013	-0.117	-0.030	0.038	-0.070	-0.061	0.017	0.046	-0.003	0.011	-0.027	-0.012	-0.096	0.048	0.609
V11	-0.148	0.022	0.003	0.029	-0.028	0.012	0.012	0.023	0.029	-0.019	0.039	1.000	0.156	-0.011	0.213	-0.059	0.058	0.079	0.058	-0.032	0.010	0.012	0.028	0.085	-0.008	-0.071	-0.007	-0.027	-0.049	-0.059	0.651
V12	0.033	-0.047	0.044	0.001	0.152	-0.078	0.047	-0.032	0.134	0.007	-0.145	0.156	1.000	0.065	-0.141	-0.032	-0.135	-0.199	-0.100	0.013	0.033	0.069	0.010	0.038	0.011	0.049	0.032	0.041	0.022	-0.010	0.706
V13	-0.013	0.069	0.059	-0.046	-0.024	0.080	-0.028	0.019	-0.181	-0.008	-0.024	-0.011	0.065	1.000	-0.019	-0.027	0.012	0.009	0.022	-0.003	0.092	-0.070	-0.001	-0.007	-0.007	0.003	-0.005	-0.012	-0.017	-0.021	0.007
V14	-0.044	0.009	0.120	-0.189	0.105	0.071	-0.072	0.056	0.040	0.040	-0.074	0.213	-0.141	-0.019	1.000	0.023	-0.055	-0.077	0.054	-0.008	-0.122	0.050	-0.048	0.078	-0.005	-0.037	-0.016	-0.105	-0.037	-0.013	0.679
V15	-0.128	0.056	0.087	-0.031	0.019	0.012	-0.116	0.018	-0.055	-0.111	0.009	-0.059	-0.032	-0.027	0.023	1.000	0.033	-0.079	0.010	-0.047	0.082	0.018	-0.028	0.062	0.025	-0.015	-0.017	0.034	0.044	-0.110	0.014
V16	-0.003	0.061	0.085	-0.105	-0.071	0.043	-0.066	-0.082	0.052	-0.081	-0.013	0.058	-0.135	0.012	-0.055	0.033	1.000	-0.299	0.026	0.016	0.188	0.090	-0.054	0.010	-0.032	0.034	0.071	-0.052	-0.018	-0.127	0.671
V17	-0.085	-0.038	-0.051	0.007	0.077	-0.214	-0.002	-0.197	0.077	-0.003	-0.117	0.079	-0.199	0.009	-0.077	-0.079	-0.299	1.000	-0.208	0.044	-0.051	0.009	0.060	0.080	0.035	-0.054	-0.047	0.070	0.054	0.060	0.743
V18	0.074	-0.031	0.015	-0.063	0.008	0.013	0.055	-0.063	0.053	-0.015	-0.030	0.058	-0.100	0.022	0.054	0.010	0.026	-0.208	1.000	0.026	-0.102	-0.027	0.000	-0.114	-0.055	-0.002	-0.026	0.015	0.016	0.020	0.576
V19	0.012	0.027	-0.000	-0.022	-0.024	0.017	0.078	-0.024	-0.001	0.002	0.038	-0.032	0.013	-0.003	-0.008	-0.047	0.016	0.044	0.026	1.000	0.250	0.008	0.006	-0.098	-0.049	0.003	-0.016	-0.014	-0.042	0.010	0.115
V20	-0.085	-0.200	0.028	0.061	-0.022	0.062	0.046	0.175	0.002	-0.020	-0.070	0.010	0.033	0.092	-0.122	0.082	0.188	-0.051	-0.102	0.250	1.000	0.128	0.034	-0.184	0.034	0.009	0.061	0.081	0.260	0.208	0.020
V21	0.075	-0.092	-0.113	0.026	0.062	-0.081	0.074	-0.050	0.114	-0.060	-0.061	0.012	0.069	-0.070	0.050	0.018	0.090	0.009	-0.027	0.008	0.128	1.000	0.650	-0.228	0.038	0.017	-0.067	-0.017	0.083	0.200	0.122
V22	0.104	-0.067	-0.073	0.117	0.027	-0.050	0.095	-0.058	0.065	0.038	0.017	0.028	0.010	-0.001	-0.048	-0.028	-0.054	0.060	0.000	0.006	0.034	0.650	1.000	-0.207	0.016	0.003	-0.085	0.085	-0.046	0.083	0.127
V23	0.103	0.059	-0.020	-0.084	0.006	-0.075	-0.101	-0.113	0.064	0.007	0.046	0.085	0.038	-0.007	0.078	0.062	0.010	0.080	-0.114	-0.098	-0.184	-0.228	-0.207	1.000	0.118	-0.380	0.032	0.041	-0.047	-0.072	0.025
V24	-0.008	-0.006	0.012	0.023	-0.006	-0.065	-0.200	-0.009	-0.043	0.006	-0.003	-0.008	0.011	-0.007	-0.005	0.025	-0.032	0.035	-0.055	-0.049	0.034	0.038	0.016	0.118	1.000	-0.014	-0.005	-0.038	0.058	-0.012	0.014
V25	-0.174	0.200	-0.173	-0.088	0.050	-0.047	0.014	-0.133	-0.065	0.037	0.011	-0.071	0.049	0.003	-0.037	-0.015	0.034	-0.054	-0.002	0.003	0.009	0.017	0.003	-0.380	-0.014	1.000	-0.106	-0.044	-0.036	0.021	0.035
V26	-0.018	-0.005	0.013	0.015	-0.069	-0.017	0.004	-0.021	0.025	0.054	-0.027	-0.007	0.032	-0.005	-0.016	-0.017	0.071	-0.047	-0.026	-0.016	0.061	-0.067	-0.085	0.032	-0.005	-0.106	1.000	-0.158	-0.017	-0.034	0.000
V27	-0.021	-0.081	0.126	0.120	-0.015	0.017	0.065	-0.101	0.191	-0.006	-0.012	-0.027	0.041	-0.012	-0.105	0.034	-0.052	0.070	0.015	-0.014	0.081	-0.017	0.085	0.041	-0.038	-0.044	-0.158	1.000	0.434	-0.139	0.077
V28	-0.096	-0.141	0.083	0.120	0.026	-0.048	0.003	0.040	0.063	-0.099	-0.096	-0.049	0.022	-0.017	-0.037	0.044	-0.018	0.054	0.016	-0.042	0.260	0.083	-0.046	-0.047	0.058	-0.036	-0.017	0.434	1.000	0.031	0.000
Amount	-0.038	-0.105	-0.510	-0.013	-0.035	-0.330	0.204	-0.026	0.006	-0.070	0.048	-0.059	-0.010	-0.021	-0.013	-0.110	-0.127	0.060	0.020	0.010	0.208	0.200	0.083	-0.072	-0.012	0.021	-0.034	-0.139	0.031	1.000	0.000
Class	0.035	0.208	0.303	0.452	0.445	0.260	0.142	0.408	0.242	0.444	0.609	0.651	0.706	0.007	0.679	0.014	0.671	0.743	0.576	0.115	0.020	0.122	0.127	0.025	0.014	0.035	0.000	0.077	0.000	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
0	0.0	-1.359807	-0.072781	2.536347	1.378155	-0.338321	0.462388	0.239599	0.098698	0.363787	0.090794	-0.551600	-0.617801	-0.991390	-0.311169	1.468177	-0.470401	0.207971	0.025791	0.403993	0.251412	-0.018307	0.277838	-0.110474	0.066928	0.128539	-0.189115	0.133558	-0.021053	149.62
1	0.0	1.191857	0.266151	0.166480	0.448154	0.060018	-0.082361	-0.078803	0.085102	-0.255425	-0.166974	1.612727	1.065235	0.489095	-0.143772	0.635558	0.463917	-0.114805	-0.183361	-0.145783	-0.069083	-0.225775	-0.638672	0.101288	-0.339846	0.167170	0.125895	-0.008983	0.014724	2.69
2	1.0	-1.358354	-1.340163	1.773209	0.379780	-0.503198	1.800499	0.791461	0.247676	-1.514654	0.207643	0.624501	0.066084	0.717293	-0.165946	2.345865	-2.890083	1.109969	-0.121359	-2.261857	0.524980	0.247998	0.771679	0.909412	-0.689281	-0.327642	-0.139097	-0.055353	-0.059752	378.66
3	1.0	-0.966272	-0.185226	1.792993	-0.863291	-0.010309	1.247203	0.237609	0.377436	-1.387024	-0.054952	-0.226487	0.178228	0.507757	-0.287924	-0.631418	-1.059647	-0.684093	1.965775	-1.232622	-0.208038	-0.108300	0.005274	-0.190321	-1.175575	0.647376	-0.221929	0.062723	0.061458	123.50
4	2.0	-1.158233	0.877737	1.548718	0.403034	-0.407193	0.095921	0.592941	-0.270533	0.817739	0.753074	-0.822843	0.538196	1.345852	-1.119670	0.175121	-0.451449	-0.237033	-0.038195	0.803487	0.408542	-0.009431	0.798278	-0.137458	0.141267	-0.206010	0.502292	0.219422	0.215153	69.99
5	2.0	-0.425966	0.960523	1.141109	-0.168252	0.420987	-0.029728	0.476201	0.260314	-0.568671	-0.371407	1.341262	0.359894	-0.358091	-0.137134	0.517617	0.401726	-0.058133	0.068653	-0.033194	0.084968	-0.208254	-0.559825	-0.026398	-0.371427	-0.232794	0.105915	0.253844	0.081080	3.67
6	4.0	1.229658	0.141004	0.045371	1.202613	0.191881	0.272708	-0.005159	0.081213	0.464960	-0.099254	-1.416907	-0.153826	-0.751063	0.167372	0.050144	-0.443587	0.002821	-0.611987	-0.045575	-0.219633	-0.167716	-0.270710	-0.154104	-0.780055	0.750137	-0.257237	0.034507	0.005168	4.99
7	7.0	-0.644269	1.417964	1.074380	-0.492199	0.948934	0.428118	1.120631	-3.807864	0.615375	1.249376	-0.619468	0.291474	1.757964	-1.323865	0.686133	-0.076127	-1.222127	-0.358222	0.324505	-0.156742	1.943465	-1.015455	0.057504	-0.649709	-0.415267	-0.051634	-1.206921	-1.085339	40.80
8	7.0	-0.894286	0.286157	-0.113192	-0.271526	2.669599	3.721818	0.370145	0.851084	-0.392048	-0.410430	-0.705117	-0.110452	-0.286254	0.074355	-0.328783	-0.210077	-0.499768	0.118765	0.570328	0.052736	-0.073425	-0.268092	-0.204233	1.011592	0.373205	-0.384157	0.011747	0.142404	93.20
9	9.0	-0.338262	1.119593	1.044367	-0.222187	0.499361	-0.246761	0.651583	0.069539	-0.736727	-0.366846	1.017614	0.836390	1.006844	-0.443523	0.150219	0.739453	-0.540980	0.476677	0.451773	0.203711	-0.246914	-0.633753	-0.120794	-0.385050	-0.069733	0.094199	0.246219	0.083076	3.68

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
188805	128139.0	-0.376023	0.585141	0.418016	-1.212501	0.643725	-0.636608	0.624703	-0.181232	-1.833650	-0.407312	-0.353315	-1.120738	0.214913	-1.344140	0.275380	0.511466	1.765928	-1.094560	1.747037	0.355795	-0.023105	-0.145353	-0.365085	0.599987	0.666637	-0.002380	0.028172	0.083666	15.00
188806	128139.0	-0.811033	-1.087387	0.611279	-1.851394	-0.809719	0.915023	1.037197	0.154106	-1.096316	-0.303202	0.188678	-0.387245	-0.239342	-0.343017	-1.373780	1.237489	-0.067535	-0.921188	1.200575	0.852531	0.100718	-0.427746	0.846376	0.136075	-0.414954	-0.629403	0.023448	0.179609	352.92
188807	128139.0	2.020448	0.175254	-1.585730	0.337108	0.457560	-0.643749	0.143045	-0.149131	0.094170	-0.234069	1.441841	1.344427	0.787876	-0.804081	-0.601285	0.418684	0.242759	0.023272	0.266269	-0.098018	-0.291221	-0.728554	0.340842	0.692803	-0.284587	0.139808	-0.060682	-0.037006	1.29
188808	128140.0	-1.132397	1.046082	0.396153	-2.700357	0.708106	-1.023231	1.228086	-0.205966	0.194797	-0.517818	0.593801	0.578941	-0.332504	0.172548	-1.111495	0.469406	-1.189157	-0.283997	-0.396938	-0.113389	-0.262492	-0.659686	-0.161261	-0.334280	-0.143118	0.279747	-0.635497	-0.364390	1.00
188809	128140.0	2.042464	0.011490	-1.707244	0.454296	0.252040	-0.884800	0.076831	-0.129219	0.724021	-0.344278	-0.702199	-0.641399	-1.532900	-0.517133	0.419914	0.305501	0.654513	-0.232004	-0.046455	-0.249643	-0.365714	-1.037298	0.369856	0.536326	-0.342155	0.175356	-0.071272	-0.032014	9.99
188810	128141.0	1.990179	-2.051569	-0.922703	-1.019026	-1.780899	-0.712833	-0.998373	-0.130755	-0.412902	1.345078	-1.845312	-1.433863	-1.863072	-0.428684	-1.867019	-1.320095	1.317194	-0.579677	0.539256	-0.329950	-0.463729	-0.991408	0.213969	-0.025249	-0.288670	-0.332928	-0.016022	-0.032732	155.80
188811	128141.0	-3.085801	2.933390	-2.326207	-0.407785	-0.898756	-1.299565	-0.449165	1.358873	0.111801	0.137715	0.639536	0.671567	-0.648513	0.351345	0.012508	0.534949	0.878145	1.322613	0.050066	-0.190916	0.519161	1.022397	-0.036466	-0.014755	-0.332964	-0.238038	-0.695640	0.286942	20.29
188812	128141.0	-0.515878	0.682662	-0.759884	-0.971477	1.375916	1.215332	0.347014	0.721518	0.065185	-0.016639	0.953740	0.957176	-0.285537	0.418692	-0.493433	-0.813301	0.218603	-1.552954	-0.828449	-0.016899	-0.121251	-0.012031	0.214596	-0.662222	-0.846589	0.204025	0.127207	-0.141830	12.18
188813	128142.0	1.977130	-0.178290	-1.275847	0.161817	0.333174	0.363260	-0.503770	0.179989	0.686762	-0.332573	0.582252	0.772532	0.537185	-1.179059	0.038876	1.190890	-0.156885	0.725381	0.305673	-0.036932	-0.314229	-0.873993	0.318720	-0.317738	-0.523399	0.122007	-0.023850	-0.024354	25.94
188814	128142.0	2.122164	-0.140564	-2.488297	-0.821202	0.468832	-1.796512	0.826258	-0.545218	0.202463	-0.022348	1.071390	0.690115	-0.951205	1.178423	-0.535432	-0.945381	-0.063682	-0.283048	0.730718	-0.250195	0.315424	1.068671	-0.174078	0.139674	0.550299	1.053492	-0.154245	-0.111177	9.75

Most frequently occurring

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	Class	# duplicates
146	43153.0	-2.086016	2.203265	1.654339	2.941050	-1.683045	0.529728	-1.352162	1.793449	-0.723686	0.600365	-0.982212	-0.551636	-1.337000	0.834403	1.251862	0.033455	1.067978	0.160510	0.213087	0.079002	0.216444	0.567241	-0.035345	0.370201	0.157378	0.440341	0.210230	0.090558	0.76	0	9
281	68207.0	-13.192671	12.785971	-9.906650	3.320337	-4.801176	5.760059	-18.750889	-37.353443	-0.391540	-5.052502	4.406806	-4.610756	-1.909488	-9.072711	-0.226074	-6.211557	-6.248145	-3.149247	0.051576	-3.493050	27.202839	-8.887017	5.303607	-0.639435	0.263203	-0.108877	1.269566	0.939407	1.00	1	6
250	64947.0	-6.378440	3.293830	1.730572	-1.586493	0.203319	0.213103	2.941403	-3.415646	7.938980	11.519106	3.022639	-0.778760	-1.140137	-5.798989	0.405939	-1.725896	-2.374682	-0.528987	-0.100571	2.954298	-1.610576	0.385227	-0.366595	0.479819	0.153885	-0.536129	-4.795220	-3.693525	5.96	0	5
251	64947.0	-6.373391	3.301783	1.727041	-1.588447	0.185362	0.225313	2.958156	-3.419036	7.937988	11.517065	3.023275	-0.780431	-1.140067	-5.800167	0.406141	-1.724479	-2.375503	-0.529306	-0.100230	2.947765	-1.612952	0.386673	-0.365157	0.480075	0.154530	-0.535606	-4.790593	-3.695480	9.99	0	5
252	64947.0	-6.370459	3.306401	1.724991	-1.589581	0.174936	0.232403	2.967884	-3.421005	7.937413	11.515880	3.023644	-0.781401	-1.140026	-5.800852	0.406259	-1.723657	-2.375979	-0.529492	-0.100033	2.943972	-1.614332	0.387513	-0.364322	0.480224	0.154904	-0.535302	-4.787907	-3.696616	12.33	0	5
253	64947.0	-6.342969	3.349697	1.705767	-1.600219	0.077178	0.298877	3.059092	-3.439462	7.932015	11.504768	3.027109	-0.790496	-1.139641	-5.807267	0.407360	-1.715942	-2.380449	-0.531228	-0.098178	2.908407	-1.627268	0.395387	-0.356491	0.481618	0.158414	-0.532454	-4.762716	-3.707261	34.27	0	5
254	64947.0	-6.327870	3.373477	1.695209	-1.606061	0.023487	0.335386	3.109186	-3.449599	7.929051	11.498665	3.029011	-0.795491	-1.139430	-5.810791	0.407965	-1.711705	-2.382903	-0.532182	-0.097159	2.888874	-1.634373	0.399711	-0.352190	0.482383	0.160342	-0.530889	-4.748881	-3.713108	46.32	0	5
284	68780.0	-0.248154	-2.139729	1.245894	3.312968	-1.841853	0.887020	-0.194520	0.284941	0.466974	0.159751	-0.703727	-0.253218	-0.951971	-0.217203	0.361802	0.591827	-0.057541	-0.035584	-1.766215	1.085883	0.602693	0.405533	-0.558672	0.425426	-0.060015	0.107966	-0.050019	0.153524	664.32	0	5
285	68780.0	0.384771	-1.093859	1.613258	3.046840	-1.518739	0.769120	-0.629265	0.369976	0.505563	0.312345	-0.708421	-0.266712	-1.010381	-0.291375	0.320588	0.548616	-0.067254	-0.102710	-1.661576	0.418698	0.404178	0.578447	-0.269908	0.408615	0.060279	0.142908	0.011884	0.096480	336.70	0	5
286	68780.0	0.416937	-1.040707	1.631927	3.033315	-1.502318	0.763129	-0.651360	0.374298	0.507524	0.320100	-0.708659	-0.267398	-1.013349	-0.295145	0.318493	0.546420	-0.067747	-0.106121	-1.656259	0.384791	0.394089	0.587234	-0.255233	0.407760	0.066392	0.144683	0.015030	0.093581	320.05	0	5

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring